{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SigPy for MRI Tutorial Part 2: Parallel Imaging Compressed Sensing Reconstruction\n",
    "\n",
    "Welcome again!\n",
    "\n",
    "In this notebook, we will run `App`s in SigPy to perform parallel imaging compressed sensing reconstruction. These iterative methods can be difficult to implement from scratch and computationally intensive. We will show how SigPy `App`s provide simple interfaces to run these reconstructions.\n",
    "\n",
    "For a complete list of MRI `App`s, please see: https://sigpy.readthedocs.io/en/latest/mri_app.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup\n",
    "\n",
    "MRI `App`s are separately defined in the mri submodule `sigpy.mri`. So in addition to Numpy and SigPy, we will need to import `sigpy.mri`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sigpy as sp\n",
    "import sigpy.mri as mr\n",
    "import sigpy.plot as pl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this notebook, we will be use an 8-channel brain dataset acquired with a Cartesian sampling. The dataset was retrospectively undersampled by 8 with a Poisson-disk undersampling mask. Let us load the dataset and visualize it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe4004fe80>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ksp = np.load('data/cartesian_ksp.npy')\n",
    "\n",
    "pl.ImagePlot(ksp, mode='l', z=0, title='Log magnitude of k-space')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 230, 180) complex64\n"
     ]
    }
   ],
   "source": [
    "print(ksp.shape,ksp.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that the dataset has a fully-sampled calibration in the center, and undersampled in a variable density fashion. Let us do a root-sum-of-squares reconstruction first to look at a zero-filled reconstruction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe3bb780d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_rss = np.sum(np.abs(sp.ifft(ksp, axes=(-1, -2)))**2, axis=0)**0.5\n",
    "\n",
    "pl.ImagePlot(img_rss, title='Root-sum-of-squares Zero-filled')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly the zero-filled reconstruction is not good! In the following, we will perform parallel imaging compressed sensing reconstruction using `App`s. We will first use ESPIRiT to estimate the sensitivity maps from the calibration region, then perform SENSE reconstruction, L1 wavelet regularized reconstruction, and total variation regularized reconstruction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating sensitivity maps using ESPIRiT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To perform parallel imaging reconstruction, we will use the ESPIRiT method to estimate the sensitivity maps. To do this, we can use the [EspiritCalib](https://sigpy.readthedocs.io/en/latest/generated/sigpy.mri.app.EspiritCalib.html#sigpy.mri.app.EspiritCalib) App. \n",
    "\n",
    "To run an App, you simply do `app.run()`. You should be able to see a progress bar showing the `App`'s progress. \n",
    "\n",
    "Note that all MRI `App`s can run on GPU by specifying the option `device`. And of course, you will first need to have a GPU and install `cupy`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "07484271ccbe47748ff5eec163177d21",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "EspiritCalib:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe3bb787c0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#灵敏度分布图\n",
    "mps = mr.app.EspiritCalib(ksp).run()\n",
    "\n",
    "pl.ImagePlot(mps, z=0, title='Sensitivity Maps Estimated by ESPIRiT')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SENSE Recon\n",
    "\n",
    "With the sensitivity maps ready, we can now run a SENSE reconstruction using the [SenseRecon](https://sigpy.readthedocs.io/en/latest/generated/sigpy.mri.app.SenseRecon.html#sigpy.mri.app.SenseRecon) `App`. We will use an l2 regularization of 0.01 based on trial-and-error with this dataset. Feel free to change it!\n",
    "\n",
    "Again, we can run the reconstruction on GPU if we specify the `device` option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "79eda05420a64bea9b3bd2427f62dd7a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "SenseRecon:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe3b396b80>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamda = 0.01\n",
    "#降采样k，灵敏度分布图，约束系数，越大越强，噪声，普通意义L2\n",
    "img_sense = mr.app.SenseRecon(ksp, mps, lamda=lamda).run()\n",
    "\n",
    "pl.ImagePlot(img_sense, title='SENSE Reconstruction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## L1 Wavelet Regularized Reconstruction\n",
    "\n",
    "Similarly, we can perform an l1-wavelet regularized reconstruction using [L1WaveletRecon](https://sigpy.readthedocs.io/en/latest/generated/sigpy.mri.app.L1WaveletRecon.html#sigpy.mri.app.L1WaveletRecon)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "02bda96b6cf24e02bc50de930a302499",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "MaxEig:   0%|          | 0/30 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bb70c9982ceb4bf38f78034a4b5598b0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "L1WaveletRecon:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe3b3a3b80>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamda = 0.005\n",
    "#sense加上cs\n",
    "#噪声更低\n",
    "img_l1wav = mr.app.L1WaveletRecon(ksp, mps, lamda).run()\n",
    "\n",
    "pl.ImagePlot(img_l1wav, title='L1 Wavelet Regularized Reconstruction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Total Variation Recon\n",
    "\n",
    "And we can do total variation regularized reconstruction with [TotalVariationRecon](https://sigpy.readthedocs.io/en/latest/generated/sigpy.mri.app.TotalVariationRecon.html#sigpy.mri.app.TotalVariationRecon)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "74092daf0c63410ea8165ae429fb498a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "MaxEig:   0%|          | 0/30 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "156a8c6694c342cbaa2f66a0551a9017",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "TotalVariationRecon:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe3ba620d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamda = 0.005\n",
    "img_tv = mr.app.TotalVariationRecon(ksp, mps, lamda).run()\n",
    "\n",
    "pl.ImagePlot(img_tv, title='Total Variation Regularized Reconstruction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And this is how you can do parallel imaging compressed sensing reconstruction with SigPy! We haven't gone through non-Cartesian datasets, but non-Cartesian support can be enabled by passing k-space coordinates to the `coord` option.\n",
    "\n",
    "In [part 3](03-building-an-l1-wavelet-recon-app.ipynb), we will expose the inner workings of these `App`, and show how you can easily build your own `App`!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#k空间，中心满采矩阵，线圈维度，L2范数，小噪声大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#grappa\n",
    "import pygrappa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 230, 180) complex64\n"
     ]
    }
   ],
   "source": [
    "print(ksp.shape,\\\n",
    "ksp.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_center(img,cropx,cropy):\n",
    "    c,y,x = img.shape\n",
    "    startx = x//2 - cropx//2\n",
    "    starty = y//2 - cropy//2\n",
    "    return img[:,starty:starty+cropy,startx:startx+cropx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "calib_ksp = crop_center(ksp,24,24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "grappa_ksp = pygrappa.grappa(ksp,calib_ksp,coil_axis=0,lamda=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 230, 180) complex64\n"
     ]
    }
   ],
   "source": [
    "print(grappa_ksp.shape,grappa_ksp.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7efe2b42c5e0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl.ImagePlot(grappa_ksp, mode='l', z=0, title='Log magnitude of k-space')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f002c2cd8e0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl.ImagePlot(np.abs(sp.ifft(grappa_ksp)),title='magnitude of GRAPPA')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
